Multi-Phase Segmentation Using Modified Complex Cahn-Hilliard Equations

Authors

  • Xiakai Wang
  • Zhongyi Huang
  • Wei Zhu

DOI:

https://doi.org/10.4208/nmtma.OA-2021-0099

Keywords:

Image segmentation, Cahn–Hilliard equation, semi-implicit finite difference scheme.

Abstract

In this paper, we propose a novel PDE-based model for the multi-phase segmentation problem by using a complex version of Cahn-Hilliard equations. Specifically, we modify the original complex system of Cahn-Hilliard equations by adding the mean curvature term and the fitting term to the evolution of its real part, which helps to render a piecewisely constant function at the steady state. By applying the K-means method to this function, one could achieve the desired multiphase segmentation. To solve the proposed system of equations, a semi-implicit finite difference scheme is employed. Numerical experiments are presented to demonstrate the feasibility of the proposed model and compare our model with other related ones.

Published

2022-03-23

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Articles